Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "94"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 94 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 251 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 231 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3360             try:
-> 3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

KeyError: 'Ant'

The above exception was the direct cause of the following exception:

KeyError                                  Traceback (most recent call last)
/tmp/ipykernel_24097/3863632283.py in <module>
      8         # Add this day to the antenna
      9         row = df.loc[n]
---> 10         antnum = row['Ant']
     11         if antnum != int(antenna):
     12             continue

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key)
    940 
    941         elif key_is_scalar:
--> 942             return self._get_value(key)
    943 
    944         if is_hashable(key):

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable)
   1049 
   1050         # Similar to Index.get_value, but we do not fall back to positional
-> 1051         loc = self.index.get_loc(label)
   1052         return self.index._get_values_for_loc(self, loc, label)
   1053 

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:
-> 3363                 raise KeyError(key) from err
   3364 
   3365         if is_scalar(key) and isna(key) and not self.hasnans:

KeyError: 'Ant'
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 94, Node 10:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459594 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.311620 -0.986331 -0.749366 -0.007973 -0.952022 2.617764 -0.200071 0.213043 0.7376 0.7649 0.2739 15.705508 15.467627
2459593 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.726678 -1.561179 -0.379720 0.345430 -0.517287 2.743969 -0.180415 -0.370161 0.6717 0.6644 0.2583 5.807962 5.369682
2459592 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 0.666801 -0.789114 0.041061 -0.939077 -0.517787 6.430635 -1.718050 0.151892 0.0282 0.0452 0.0024 nan nan
2459591 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.357148 -1.427610 -0.686874 -0.254793 -0.147658 3.318249 1.784321 0.840153 0.6039 0.6119 0.3603 5.398611 5.904253
2459590 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.178671 -1.766197 -1.186038 0.388869 -0.136210 3.041825 1.168565 1.455185 0.6135 0.6202 0.3553 6.394498 5.864225
2459589 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.966236 -1.840856 -1.161250 0.140270 -1.035842 2.645082 -0.204889 0.106303 0.6494 0.6462 0.2923 6.941765 6.596261
2459588 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.379066 -1.153437 -0.555456 0.091887 1.193506 3.421033 0.326601 0.533208 0.7049 0.6895 0.2391 6.572958 6.321781
2459587 RF_maintenance 0.00% - - - 100.00% 0.00% -1.271690 -1.322128 -0.307254 -0.126489 -0.564739 0.015542 2.359870 2.063235 nan nan nan 4.340854 5.280501
2459586 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.271821 -1.107852 -0.936904 -0.101884 -0.460518 0.613006 1.541903 0.383015 0.6126 0.6190 0.3409 4.271934 4.061389
2459585 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.008856 -0.040101 0.017992 -0.012864 -0.572410 1.300756 1.546477 5.691845 0.0309 0.0475 0.0024 0.000000 0.000000
2459584 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.810020 -0.639516 -0.185026 -0.723526 -1.632899 -1.505121 1.109310 0.787277 0.5580 0.5656 0.3496 3.955778 3.959180
2459583 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.815819 0.384110 -0.270207 -0.431770 1.014496 1.644025 2.575268 3.532984 0.6090 0.6166 0.3659 6.043970 5.286428
2459582 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.963950 -0.343316 -0.169576 -0.070733 0.861054 3.101353 1.051621 1.540151 0.6168 0.6222 0.3703 4.348669 4.017034
2459581 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.617614 -0.167768 0.405675 -0.714931 0.425831 3.063992 1.647156 1.796875 0.6097 0.6159 0.3796 4.214253 3.961128
2459580 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.765412 -0.306397 -0.084411 -0.439513 2.460701 2.274053 3.067004 3.253237 0.6216 0.6286 0.3686 5.448958 5.250498
2459579 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.578905 0.077695 -0.222252 -0.121642 -0.126625 3.637575 1.583863 2.519736 0.6163 0.6221 0.3706 7.485971 5.899754
2459578 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459577 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.865145 -0.862397 -0.090456 -0.404740 0.309840 3.631057 2.941263 4.650101 0.6124 0.6200 0.3752 4.698977 4.519099
2459576 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.054710 -1.367103 0.109360 0.053969 -0.296761 3.783687 1.052927 1.049031 0.6458 0.6543 0.3749 6.785970 5.624393
2459575 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.704109 -1.631594 -0.520658 -0.172244 -0.665581 0.601931 -0.525435 -0.089142 0.7125 0.7149 0.3262 9.067966 8.495801
2459574 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.051265 -0.410887 -0.396689 -0.138287 0.055101 3.036819 1.338275 0.874736 0.6384 0.6454 0.3681 4.498121 4.069755
2459573 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.600609 -1.455675 -0.730218 -0.310015 -0.864101 2.531548 0.178980 0.844468 0.6365 0.6444 0.3752 6.250736 5.193868
2459572 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459571 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -0.208791 -0.090235 -0.735085 -0.641509 -0.120324 26.857571 1.841778 9.002410 0.0281 0.0431 0.0026 nan nan
2459570 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.785564 6.655182 8.682337 8.596432 5.912094 5.815419 4.567693 5.236404 0.6223 0.6473 0.3672 0.000000 0.000000
2459569 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.151831 -1.402279 -0.240937 -0.124696 -0.564826 0.823546 -0.164082 0.159097 0.7191 0.7264 0.2419 5.453747 4.993595
2459566 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.561588 -1.438589 -0.267167 -0.070684 -0.673138 4.251571 1.464206 2.414301 0.6353 0.6412 0.3813 5.323143 4.655303
2459565 RF_maintenance 0.00% - - - 100.00% 0.00% -1.423322 -1.423322 -1.357009 -1.357009 -0.584162 -0.584162 -0.612392 -0.612392 nan nan nan 0.000000 0.000000
2459564 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.004816 -0.165580 0.292755 0.342288 -0.333566 -0.115965 2.451736 3.137262 0.6401 0.6411 0.3858 4.031895 3.324514
2459563 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.949108 6.315827 20.571699 23.236279 11.171760 14.475359 -0.974509 -1.433159 0.6314 0.6260 0.3705 5.174233 4.199928
2459562 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459561 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.543397 -0.238266 -0.129410 0.210736 -0.290128 0.056895 0.497632 0.709144 0.6482 0.6579 0.3759 3.855793 3.486333
2459560 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.397688 -0.335442 0.127683 0.132392 -0.256350 0.576284 0.665082 1.329363 0.6422 0.6440 0.3808 3.995862 3.458971
2459559 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.294691 -0.192501 0.156156 0.209586 -0.388100 0.036275 1.315309 2.119075 0.6441 0.6491 0.3712 3.566458 3.172371
2459558 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.543337 -0.823060 -0.735866 0.141419 -0.498411 1.606169 0.519361 1.091076 0.6487 0.6508 0.3776 4.365485 4.117038
2459557 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0269 0.0454 0.0016 nan nan
2459556 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.084898 -0.927574 -0.462200 0.203105 -0.802622 3.400901 0.367872 2.086226 0.6416 0.6463 0.3784 4.330011 3.801475
2459554 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.6493 0.6510 0.3883 nan nan
2459553 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.6479 0.6533 0.3893 nan nan
2459552 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.893974 -1.396432 -0.351987 -0.028463 -1.113564 3.506031 0.362465 1.267853 0.6509 0.6561 0.3862 10.329252 9.139541
2459551 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459550 RF_maintenance - 98.35% 98.35% 0.00% - - nan nan nan nan nan nan nan nan 0.0429 0.0457 0.0002 nan nan
2459549 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.724814 -1.102067 -0.221995 0.198393 0.283649 3.123946 2.109425 2.580650 0.6429 0.6521 0.3937 3.670608 3.557889
2459542 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.313134 -0.963170 0.759613 1.367672 -0.233562 -0.000106 3.437742 2.271642 0.7114 0.7135 0.3549 4.183870 3.908671
2459541 RF_maintenance 0.00% 1.34% 1.34% 0.00% 100.00% 0.00% -0.853972 -1.265179 -0.430335 0.806400 -0.684945 2.044308 1.647535 1.778655 0.7053 0.7064 0.3314 4.031725 3.860650
2459540 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.536558 -0.533740 -0.195082 0.121992 1.756450 2.055307 1.107072 0.967239 0.7095 0.7045 0.3424 3.664852 3.411003
2459536 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.268888 -0.509721 1.092937 0.880296 0.451327 4.081057 7.301742 4.083043 0.0723 0.0852 0.0113 0.000000 0.000000
2459535 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 190.904134 47.172677 67.845724 38.657670 48.177230 35.437932 464.749142 342.834038 0.0165 0.0164 0.0009 0.763206 0.781663
2459534 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.448525 -0.914236 -0.090828 -0.093004 2.494744 1.521816 0.508039 0.072581 0.0865 0.0917 0.0129 0.000000 0.000000
2459533 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.078891 -1.401509 -0.725429 -0.413735 1.283986 2.848501 0.453845 1.381604 0.0795 0.0928 0.0126 4.425453 6.511177
2459532 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.934073 -0.503110 -0.484541 0.316689 0.235729 4.397077 0.752314 0.332266 0.0748 0.0857 0.0109 7.060594 9.406187
2459530 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.461262 -0.158972 0.083897 0.120013 -0.031411 1.232943 1.684558 0.640473 0.0827 0.1004 0.0136 15.895992 19.560432
2459527 RF_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.281487 -1.502663 -0.569039 -0.793334 -0.474534 6.733398 -0.175803 1.686422 0.9061 0.9341 0.3157 0.000000 0.000000
2459523 RF_maintenance 0.00% - - - 100.00% 0.00% 0.502214 -1.176443 0.470742 0.283205 0.885008 1.083575 0.175189 -0.011149 nan nan nan 0.000000 0.000000
2459522 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.982216 -0.024667 -0.006444 0.165184 -0.402235 19.908523 1.149247 1.782891 0.6075 0.6739 0.4012 -0.000000 -0.000000
2459513 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -0.123070 -0.153412 -0.424508 -0.897334 0.032224 27.785313 3.669892 12.830132 0.0309 0.0647 0.0032 nan nan
2459508 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.051890 -1.285625 -1.037578 -0.386473 0.711628 1.788345 -0.250608 0.341715 0.9002 0.9468 0.2004 0.000000 0.000000
2459505 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.691038 -0.945829 0.296403 1.047018 0.306177 8.445857 4.624273 6.210411 0.8823 0.8559 0.2046 11.406741 12.896381
2459503 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.687268 -1.451104 0.076686 0.266751 -0.009727 2.068355 3.902475 7.637983 0.8595 0.8499 0.4616 0.000000 0.000000
2459501 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.098254 -1.267882 -0.969412 -0.740873 1.088306 0.987200 1.365029 0.860681 0.8624 0.8968 0.3907 0.000000 0.000000
2459500 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.004848 -1.340947 -1.213087 -1.299429 -0.182079 -0.100320 2.121775 5.812516 0.8685 0.8895 0.3820 0.000000 0.000000
2459499 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.205367 -1.293524 -1.320959 -1.196062 -0.063727 0.575135 1.582524 8.725396 0.8931 0.9362 0.1813 0.000000 0.000000
2459498 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.424110 -1.260217 -1.119212 -0.905752 0.034331 -0.080436 0.753396 2.732238 0.8792 0.8917 0.4214 0.000000 0.000000
2459497 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.845927 -0.673892 -1.087794 -0.941730 0.129287 1.483903 1.235160 3.239691 0.8902 0.9236 0.3421 0.000000 0.000000
2459496 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.011191 -1.065702 -0.698269 -0.574562 0.819894 1.316070 3.699930 4.673314 0.8972 0.8994 0.3977 0.000000 0.000000
2459495 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.107866 -1.543892 -0.754438 -0.805502 0.800244 1.244699 2.186560 3.095860 0.8931 0.8934 0.4339 0.000000 0.000000
2459494 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.420526 -1.250293 -0.651255 -1.080806 0.437839 0.819108 2.525976 1.317472 0.8848 0.8869 0.4422 0.000000 0.000000
2459492 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.141808 -0.687168 -0.891818 -0.431291 1.533850 5.176242 2.830564 6.579510 0.7551 0.8062 0.3319 16.971284 8.534596
2459491 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.024201 0.389523 -0.318167 0.264098 2.735425 6.609872 2.366275 1.837342 0.7919 0.8183 0.2711 3.952446 3.324824
2459490 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.263387 -1.387519 -0.476529 -0.936234 1.104463 4.400863 3.620029 5.107495 0.7429 0.8006 0.3836 4.408381 4.259063
2459489 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.218246 0.232930 -0.504301 -0.281105 1.526877 5.489646 4.790499 4.680839 0.7607 0.8046 0.3276 3.831134 3.707888
2459488 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.536507 -1.595003 -0.490579 -0.705245 0.930561 6.984662 6.315040 13.474607 0.7612 0.8082 0.3596 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 94: 2459794

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance ee Temporal Discontinuties 16.860032 0.674268 0.140302 -0.870756 -0.892594 -0.293882 1.300173 16.860032 4.617563

Antenna 94: 2459793

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 6.704567 0.042297 -0.469319 -0.657466 -1.040420 -1.055796 0.573895 5.829516 6.704567

Antenna 94: 2459792

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 4.728426 -0.206751 -1.195275 -0.563460 -0.810958 -0.258498 1.369259 3.706407 4.728426

Antenna 94: 2459791

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 1.278623 -0.933474 -1.025933 -0.907936 -0.908070 -1.162613 0.274549 0.415890 1.278623

Antenna 94: 2459790

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 19.597535 -2.047438 -1.098668 -0.423713 -0.746163 1.514837 -1.109927 19.597535 4.473951

Antenna 94: 2459789

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 10.915727 -1.236178 0.917481 -0.686563 0.842443 2.176449 -0.298381 10.915727 10.165268

Antenna 94: 2459788

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 6.497096 -1.677080 0.447380 -0.945467 0.680162 1.793382 0.355566 6.497096 4.502833

Antenna 94: 2459787

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 13.199402 1.046137 -1.302536 0.346998 -0.794217 0.465661 2.231584 3.846154 13.199402

Antenna 94: 2459786

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance ee Temporal Discontinuties 9.552871 -1.641092 -0.153343 -0.850906 0.280339 0.999305 1.405459 0.374114 9.552871

Antenna 94: 2459785

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 4.953628 -1.488140 -0.357916 -1.110178 0.495781 0.445362 -0.298215 4.953628 2.195215

Antenna 94: 2459784

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Variability 1.416747 -0.580868 -1.138825 -0.519634 -0.852735 -0.876461 1.416747 0.862576 -0.142537

Antenna 94: 2459783

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance ee Temporal Discontinuties 12.174670 -0.178621 -0.411014 0.153393 -1.050403 1.123097 -0.258946 6.933916 12.174670

Antenna 94: 2459782

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 94: 2459781

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Variability 15.622480 1.172523 1.334828 0.765205 0.740356 15.611195 15.622480 1.030340 0.600110

Antenna 94: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 4.520114 -0.915729 -0.076186 0.326810 0.143115 0.431744 0.534394 4.520114 2.670580

Antenna 94: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 11.093188 -0.792459 -1.849219 0.159318 -0.382171 0.107546 2.849407 4.098449 11.093188

Antenna 94: 2459773

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Power 8.826854 3.052056 1.010534 8.826854 1.892365 6.341323 1.967529 5.761990 3.344436

Antenna 94: 2459772

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 5.880210 0.607703 2.238627 0.640816 3.732437 0.752765 2.672296 3.097318 5.880210

Antenna 94: 2459771

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Power 3.557079 2.446955 0.694319 3.557079 0.661730 2.891024 0.888194 2.009575 2.046360

Antenna 94: 2459770

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Variability 7.730265 2.265784 0.715264 5.470973 0.533715 7.730265 0.989559 5.436667 4.617163

Antenna 94: 2459769

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Power 7.259899 2.192223 -0.067044 7.259899 0.834325 4.665365 -1.039766 4.818234 1.203858

Antenna 94: 2459768

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Power 8.633970 0.631617 2.946342 1.122625 8.633970 -0.833423 6.546012 4.065911 5.981817

Antenna 94: 2459767

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 5.476501 1.025218 2.779273 0.714597 4.036234 0.255566 2.635615 1.824396 5.476501

Antenna 94: 2459766

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Power 3.617545 2.251297 0.430253 3.617545 0.680989 2.123584 0.140053 3.205701 1.737017

Antenna 94: 2459765

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 19.947941 2.290989 -0.053725 9.230432 1.129004 9.135524 0.667575 19.947941 3.371404

Antenna 94: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance ee Power inf 682.060384 312.288229 inf inf 4906.524660 1587.466314 17785.987909 5998.488013

Antenna 94: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 14.483966 2.113744 0.469588 6.629134 1.572272 8.635943 -0.124811 14.483966 6.794120

Antenna 94: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 94: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance ee Power 0.778384 0.512637 0.256683 0.778384 0.373810 0.227202 0.035900 -0.910405 -1.404544

Antenna 94: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Variability 6.651295 -0.225960 1.617099 0.406989 4.341925 0.035729 6.651295 2.735264 4.145246

Antenna 94: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Power 3.599276 1.270134 -0.245587 3.599276 0.359974 2.913452 0.336109 3.546329 2.244814

Antenna 94: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance ee Temporal Discontinuties 5.326295 0.187293 1.745362 0.587285 3.929822 0.710871 0.985371 5.326295 1.340502

Antenna 94: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 94: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Variability 9.449256 2.236552 0.364300 4.235637 0.702950 9.449256 0.702209 9.092469 3.331788

Antenna 94: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Variability 11.573068 0.285841 2.116680 1.790640 9.579067 0.495026 11.573068 7.563927 2.856900

Antenna 94: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Variability 11.139349 0.366870 3.166823 1.208025 8.307180 1.026330 11.139349 2.938371 6.212112

Antenna 94: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 94: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 7.671635 -0.181344 1.081302 0.778888 5.088565 0.013954 6.827254 3.782090 7.671635

Antenna 94: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Variability 7.379096 0.658566 3.479528 0.617347 2.108413 -1.023784 7.379096 2.146054 1.173186

Antenna 94: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 Not Found ee Temporal Discontinuties 1953.584148 62.055803 61.186984 68.806734 93.174571 154.381801 433.713941 929.244806 1953.584148

Antenna 94: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 3071.737744 135.003958 53.948106 103.297624 68.040518 255.589698 82.506948 3071.737744 962.629906

Antenna 94: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 2341.600781 31.013901 38.598006 50.448537 51.071054 119.058456 139.685975 2230.741034 2341.600781

Antenna 94: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 1306.686504 56.813927 74.296764 250.763802 266.965859 30.439452 44.880698 827.099353 1306.686504

Antenna 94: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 1316.948276 31.076446 40.562666 54.885611 68.432184 277.156561 280.139542 945.039873 1316.948276

Antenna 94: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 1274.986797 67.849638 60.804466 75.104547 71.425574 435.822006 413.610155 1274.986797 1156.039816

Antenna 94: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 14.044940 0.347105 4.560509 1.659361 4.937484 0.368544 13.175107 3.243078 14.044940

Antenna 94: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Variability 11.253851 -1.193996 0.431124 0.195661 9.556193 -0.982887 11.253851 1.845919 7.982140

Antenna 94: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 3.800193 1.249774 -0.732423 3.146245 -0.210785 3.245606 -0.200409 3.800193 1.413695

Antenna 94: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Variability 10.331075 3.095602 -0.237700 1.630166 -0.000275 10.331075 0.116773 5.041766 1.602815

Antenna 94: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Shape 2.902934 2.902934 0.018528 1.618572 0.067341 1.758564 0.055738 2.514114 0.668232

Antenna 94: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 6.930909 4.403316 0.558420 2.232006 0.265824 2.802574 0.207485 6.930909 0.610798

Antenna 94: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Power 8.228173 1.126874 -0.270706 8.228173 0.562855 7.290191 -1.180136 6.633499 1.308955

Antenna 94: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Shape 3.095058 0.354253 3.095058 0.164679 1.735410 0.258477 2.246062 2.393016 2.009077

Antenna 94: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Variability 15.634204 2.783125 0.466577 1.800907 0.376797 15.634204 -0.113569 2.623948 1.950782

Antenna 94: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Variability 10.111849 1.981483 0.285786 1.177740 0.130731 10.111849 -0.344116 7.322987 1.218005

Antenna 94: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 94: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Variability 2.367129 2.178386 0.310631 1.288092 0.045123 2.367129 0.040313 2.168904 0.877384

Antenna 94: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 10.605965 0.640862 3.066452 1.445888 7.831789 0.696250 6.252967 6.016196 10.605965

Antenna 94: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Variability 9.734460 0.323203 1.813689 0.332458 1.602242 4.316315 9.734460 5.277434 0.917137

Antenna 94: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Variability 8.723557 1.609304 0.134530 0.918998 -0.030390 8.723557 6.455422 3.307827 3.925419

Antenna 94: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Variability 82.114876 0.123982 2.003036 0.580964 1.188575 -0.490934 82.114876 1.705888 38.445356

Antenna 94: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Variability 10.537286 -0.187610 1.877495 0.238459 1.192090 0.708731 10.537286 0.713358 10.484917

Antenna 94: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 9.125100 0.144183 1.906998 0.192469 1.088454 -0.104347 7.597397 1.519175 9.125100

Antenna 94: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 9.528373 -0.251357 1.647046 0.607947 6.497096 -0.051686 6.024672 3.893394 9.528373

Antenna 94: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Variability 7.972507 2.165952 0.083296 1.280800 0.417956 7.972507 0.353342 7.440785 2.086208

Antenna 94: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Power 5.075686 1.482844 -0.271448 5.075686 0.064473 4.405385 -0.783255 2.604361 -0.089820

Antenna 94: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 5.107964 -1.043467 -0.966944 -0.083079 -0.398954 4.676130 0.415445 5.107964 2.262169

Antenna 94: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Variability 16.031207 -1.230535 -0.874666 -0.468264 -0.566906 16.031207 -0.788083 8.275343 0.009540

Antenna 94: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 8.465599 -0.259388 0.686637 0.235411 4.784690 -0.084781 4.197092 5.944158 8.465599

Antenna 94: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 5.335610 0.512584 0.311243 -0.993066 -0.706162 -0.979123 -1.239700 5.335610 1.868190

Antenna 94: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Variability 3.878617 -0.970937 -0.782865 -0.563462 -0.548894 3.878617 -0.176613 2.035951 0.344962

Antenna 94: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Variability 17.391741 0.856946 -0.325246 1.223744 0.845883 17.391741 -0.637884 15.784858 1.350461

Antenna 94: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Variability 54.432746 0.283722 -0.950408 1.512642 0.725186 54.432746 0.423591 1.160902 3.034468

Antenna 94: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 8.036968 -0.975583 -1.295755 -0.388647 2.725494 -0.729184 7.712076 2.741751 8.036968

Antenna 94: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Variability 11.553398 -1.187080 -0.721545 1.597746 0.056494 11.553398 -0.759868 6.974294 2.294613

Antenna 94: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance ee Temporal Discontinuties 14504.561314 4444.062953 4444.062953 4146.297990 4146.297990 2940.243360 2940.243360 14504.561314 14504.561314

Antenna 94: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Temporal Discontinuties 3039.715900 814.289418 814.289418 735.744504 735.744504 763.827042 763.827042 3039.715900 3039.715900

Antenna 94: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance ee Temporal Discontinuties 2088.967410 706.026122 706.026122 700.263987 700.263987 637.763148 637.763148 2088.967410 2088.967410

Antenna 94: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance ee Temporal Discontinuties 2.747767 0.432598 -0.273857 1.964997 -0.220508 1.785105 -0.526851 2.326866 2.747767

Antenna 94: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 10 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 94: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 10 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 94: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 10 RF_maintenance nn Temporal Variability 13.321153 -1.196511 -1.771634 -1.216414 2.279209 -1.139130 13.321153 4.536342 7.891197

Antenna 94: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 10 RF_maintenance nn Temporal Discontinuties 10.667938 -1.549348 -0.708775 -0.946826 2.622237 -0.770952 8.129586 3.727678 10.667938

Antenna 94: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 10 RF_maintenance ee Temporal Discontinuties 5.174053 -0.776294 -1.024758 0.341310 2.024813 -1.408308 4.129944 5.174053 2.153139

Antenna 94: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 10 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 94: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 10 RF_maintenance nn Temporal Variability 112.029280 -0.956187 -1.179023 0.974609 -0.433685 112.029280 0.539660 3.657591 3.632003

Antenna 94: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 10 RF_maintenance nn Temporal Variability 9.003596 -1.717241 -0.946309 1.433810 -0.450072 9.003596 -0.793771 2.780861 3.994573

Antenna 94: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 10 RF_maintenance nn Temporal Variability 9.762119 -1.398946 -1.176996 1.512541 -0.183245 9.762119 0.287560 3.735898 7.985622

Antenna 94: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 10 RF_maintenance nn Temporal Variability 8.209128 -1.094548 -1.838971 -0.342712 1.516521 0.311925 8.209128 2.511751 1.616315

Antenna 94: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 10 RF_maintenance nn Temporal Variability 11.155788 -0.793704 -0.749269 2.698615 0.530928 11.155788 -0.162302 2.997963 5.202834

Antenna 94: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 10 RF_maintenance nn Temporal Variability 12.733312 -0.844575 -0.774247 -0.235586 1.251326 2.325534 12.733312 6.173673 3.027699

Antenna 94: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 10 RF_maintenance nn Temporal Variability 10.515418 -1.448094 -0.958676 0.943612 -0.504760 10.515418 0.561542 2.704492 5.399691

Antenna 94: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 10 RF_maintenance ee Temporal Discontinuties 6.044553 -0.117075 -0.837113 -0.111975 0.851479 -0.092059 2.024331 6.044553 4.085150

Antenna 94: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 10 RF_maintenance nn Temporal Variability 7.172493 -1.449832 -0.591799 0.955344 -0.697679 7.172493 0.642552 2.787969 3.954444

Antenna 94: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 10 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 94: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 10 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 94: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 10 RF_maintenance nn Temporal Variability 21.726467 -1.088136 -0.223592 -0.426603 -0.139444 21.726467 4.379286 18.655233 3.080300

Antenna 94: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 10 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 94: 2459665

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 10 RF_maintenance nn Temporal Discontinuties 7.883492 -1.186437 -1.393266 -0.955162 0.157075 0.053427 2.678238 6.641092 7.883492

Antenna 94: 2459664

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 10 RF_maintenance ee Temporal Variability 5.154740 0.054718 -0.820685 1.326387 -0.475124 5.154740 0.848918 0.823597 0.112732